Adaptive Messages

Messages remain canonical. Perception adapts.

Adaptive Message Views (AMV) is a communication paradigm where messages are sent and stored once in canonical form, while each user chooses how those messages are perceived through client-side Lenses. The content is never rewritten or mutated server-side—views are optional, reversible, and user-controlled.

Principles

Canonical by Default

Messages are stored and transmitted unchanged. One source of truth.

Client-Side Perception

Lenses render different views without altering what was sent or stored.

Reversible & Trustworthy

Users can always return to the Classic view. No hidden rewriting.

How it works

Step 1

Canonical Message

Messages are sent and stored once in their original form, unchanged.

Step 2

Lens Pipeline

Client-side Lenses transform how messages are perceived without modifying the original data.

Step 3

Adaptive View

Each user sees their chosen view while the underlying message remains canonical.

Why AMV?

Problem

Modern messaging assumes one interface and one way to read. Every participant sees the same layout, density, and level of visibility — regardless of their situation, attention, or environment. The result is information overload, poor readability, lack of focus, and privacy risks in shared spaces.

Innovation

AMV introduces a perception layer for communication. Instead of changing messages, it changes how messages are perceived. This enables multiple meaningful views of the same conversation without fragmenting data, identities, or trust.

Architecture

Messages are stored and transmitted once in canonical form. All perception changes happen client-side through composable, stateless Lenses. No server-side mutation, no hidden rewriting, no data duplication. New Lenses can be added without migrating stored data.

AI-Era Positioning

AMV is designed for the AI era — not as an AI-powered system, but as an AI-ready architecture. By preserving canonical data and keeping transformations transparent and client-side, AMV provides a safe foundation for future optional AI-based Lenses without compromising trust, privacy, or user control.

For Platforms

AMV is designed to work as an integration layer for existing messaging platforms — not just as a standalone product. The perception layer is architecturally independent from message transport and storage, which means any platform that sends and stores messages can adopt Lenses as a client-side layer on top of their existing infrastructure.

Potential integration paths include SDK licensing for messaging providers, enterprise plugins for platforms like Slack or Teams, and open-source collaboration with projects like Matrix/Element. If you're building a messaging platform and want to explore adding perception adaptation, we'd like to talk.

Get in touch

Chameleon is the first product built on AMV.

A messaging app where every conversation can be read through different perception modes — for focus, privacy, accessibility, or creative expression. Includes seven Lenses, multiple user profiles, and a live interactive demo you can try without signing up.

Try Chameleon